Title :
Scatter search techniques applied to electromagnetic problems
Author :
Vasconcelos, João A. ; Maciel, João H R D ; Parreiras, Roberta O.
Author_Institution :
Electr. Eng. Dept., Univ. Fed. de Minas Gerais, Belo Horizonte, Brazil
fDate :
5/1/2005 12:00:00 AM
Abstract :
This paper presents a new multiobjective scatter search algorithm. First, one demonstrates the standard scatter search performance by applying it to solve a single-objective inverse electromagnetic scattering problem. Then, the changes necessary to solve multiobjective optimization problems that should be implemented in a single-objective algorithm are discussed. As a result of this discussion, one proposes the use of a nondominated sorting technique and a niched-type penalty method in order to extend the scatter search technique to multiobjective problems. The results obtained by the new algorithm show its performance and helpfulness in solving multiobjective electromagnetic problems.
Keywords :
electromagnetic wave scattering; evolutionary computation; inverse problems; optimisation; search problems; evolutionary algorithm; multiobjective electromagnetic problems; multiobjective optimization; multiobjective scatter search algorithm; niched-type penalty method; nondominated sorting technique; single-objective inverse electromagnetic scattering problem; Constraint optimization; Electromagnetic scattering; Equations; Evolutionary computation; Genetic algorithms; Optimization methods; Performance analysis; Sorting; Stochastic processes; Evolutionary algorithms; multiobjective optimization; scatter search;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2005.846474